tools
LlamaIndex Review 2026 — Best Open-Source RAG Framework
LlamaIndex is the leading open-source framework for building RAG apps. 35K+ GitHub stars, LlamaParse for complex PDFs, 150+ data connectors, LlamaCloud managed service.

In inglese
LlamaIndex gives developers Python and TypeScript SDKs, connectors, indexing, retrieval, memory, state management, human-in-the-loop components, and agent-building tools. It supports conversational applications, RAG systems, structured extraction, and multi-step workflows.
The core framework is open source and free to use. LlamaParse and related hosted document-processing services are separate paid products with credit-based pricing; enterprise features and higher usage cost extra.
Features
- Python and TypeScript SDKs for building context-aware AI agents
- Connectors for APIs, PDFs, documents, SQL, and other data sources
- Indexing and retrieval components for RAG applications
- Agent building blocks including memory, state, and human-in-the-loop
- Workflow support for controlled multi-step and multi-agent applications
- Structured data extraction from unstructured documents
- Open-source framework under the MIT License
Use cases
- Build conversational applications over private or enterprise data
- Create customer-support agents with retrieval over internal documents
- Automate document-heavy processes with agents and workflows
- Develop RAG pipelines over PDFs, databases, and business systems
- Extract structured fields from unstructured documents
- Prototype and deploy multi-agent applications
Pros
Cons
Latest updates
- v0.14.25 (v0.14.25)
- v0.14.24 (v0.14.24)
Fixed issues with CodeSplitter, chat history, HTMLNodeParser, MMR search, ingestion upserts, tool parameters, filters, and AgentWorkflow output.
- v0.14.21 (v0.14.21)
Fixed core issues in node deletion, structured output failures, persistence encoding, and message block buffer resolution.
- v0.14.20 (v0.14.20)
- v0.14.19 (v0.14.19)
Capabilities
- Self-hosted — “For enterprises, we also offer deployment in private VPCs across all cloud providers, ensuring data never leaves your tenant.” source
- API — “Webhooks & API callbacks” source
- Builds agents and workflows — “Builder Natural language to code workflows builder” source
- Search over your data — “Enterprise-grade chunking and embedding pipeline. Built to deliver precision and relevance in every retrieval call for best-in-class RAG.” source
Get it
Security
Pricing
- Starting price
- $50/mo
- Prices checked
- 2026-09-25
Free
Free
- Includes 10K credits
- 100 users
- Basic support
- Join thousands of users
Starter
- $50 /month
- Includes 40K credits
- Pay-as-you-go up to 400K credits
- 100 users
- Basic support
Pro
- $500 /month
- Includes 400k credits
- Limited-time bonus: 800k credits ($1,000), one-time*
- Pay-as-you-go up to $5,000/mo
- 100 users
- Priority Slack support
Enterprise
Price on request
- Volume discount on credits
- 5x higher rate limits
- Enterprise SSO
- SaaS or Hybrid cloud deployment
- Dedicated account manager